Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	260
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	84.5 KiB
Average record size in memory	332.9 B

Variable types

Categorical	3
Numeric	21

Warnings

`Item` has a high cardinality: 260 distinct values	High cardinality
`Serving Size` is highly correlated with `Sugars`	High correlation
`Calories` is highly correlated with `Calories from Fat` and 14 other fields	High correlation
`Calories from Fat` is highly correlated with `Calories` and 10 other fields	High correlation
`Total Fat` is highly correlated with `Calories` and 10 other fields	High correlation
`Total Fat (% Daily Value)` is highly correlated with `Calories` and 10 other fields	High correlation
`Saturated Fat` is highly correlated with `Calories` and 9 other fields	High correlation
`Saturated Fat (% Daily Value)` is highly correlated with `Calories` and 9 other fields	High correlation
`Trans Fat` is highly correlated with `Calories` and 4 other fields	High correlation
`Cholesterol` is highly correlated with `Calories` and 11 other fields	High correlation
`Cholesterol (% Daily Value)` is highly correlated with `Calories` and 11 other fields	High correlation
`Sodium` is highly correlated with `Calories` and 10 other fields	High correlation
`Sodium (% Daily Value)` is highly correlated with `Calories` and 10 other fields	High correlation
`Carbohydrates` is highly correlated with `Calories` and 2 other fields	High correlation
`Carbohydrates (% Daily Value)` is highly correlated with `Calories` and 2 other fields	High correlation
`Dietary Fiber` is highly correlated with `Sodium` and 4 other fields	High correlation
`Dietary Fiber (% Daily Value)` is highly correlated with `Sodium` and 4 other fields	High correlation
`Sugars` is highly correlated with `Serving Size` and 4 other fields	High correlation
`Protein` is highly correlated with `Calories` and 12 other fields	High correlation
`Vitamin A (% Daily Value)` is highly correlated with `Calories` and 2 other fields	High correlation
`Calcium (% Daily Value)` is highly correlated with `Sugars` and 1 other fields	High correlation
`Iron (% Daily Value)` is highly correlated with `Calories` and 12 other fields	High correlation
`Serving Size` is highly correlated with `Sugars` and 1 other fields	High correlation
`Calories` is highly correlated with `Calories from Fat` and 16 other fields	High correlation
`Calories from Fat` is highly correlated with `Calories` and 13 other fields	High correlation
`Total Fat` is highly correlated with `Calories` and 13 other fields	High correlation
`Total Fat (% Daily Value)` is highly correlated with `Calories` and 13 other fields	High correlation
`Saturated Fat` is highly correlated with `Calories` and 11 other fields	High correlation
`Saturated Fat (% Daily Value)` is highly correlated with `Calories` and 11 other fields	High correlation
`Trans Fat` is highly correlated with `Calories` and 7 other fields	High correlation
`Cholesterol` is highly correlated with `Calories` and 11 other fields	High correlation
`Cholesterol (% Daily Value)` is highly correlated with `Calories` and 12 other fields	High correlation
`Sodium` is highly correlated with `Calories` and 12 other fields	High correlation
`Sodium (% Daily Value)` is highly correlated with `Calories` and 12 other fields	High correlation
`Carbohydrates` is highly correlated with `Calories` and 2 other fields	High correlation
`Carbohydrates (% Daily Value)` is highly correlated with `Calories` and 2 other fields	High correlation
`Dietary Fiber` is highly correlated with `Calories` and 8 other fields	High correlation
`Dietary Fiber (% Daily Value)` is highly correlated with `Calories` and 8 other fields	High correlation
`Sugars` is highly correlated with `Serving Size` and 3 other fields	High correlation
`Protein` is highly correlated with `Calories` and 13 other fields	High correlation
`Vitamin A (% Daily Value)` is highly correlated with `Calcium (% Daily Value)`	High correlation
`Calcium (% Daily Value)` is highly correlated with `Calories` and 4 other fields	High correlation
`Iron (% Daily Value)` is highly correlated with `Serving Size` and 13 other fields	High correlation
`Calories` is highly correlated with `Calories from Fat` and 10 other fields	High correlation
`Calories from Fat` is highly correlated with `Calories` and 10 other fields	High correlation
`Total Fat` is highly correlated with `Calories` and 10 other fields	High correlation
`Total Fat (% Daily Value)` is highly correlated with `Calories` and 10 other fields	High correlation
`Saturated Fat` is highly correlated with `Calories` and 7 other fields	High correlation
`Saturated Fat (% Daily Value)` is highly correlated with `Calories` and 7 other fields	High correlation
`Trans Fat` is highly correlated with `Saturated Fat` and 1 other fields	High correlation
`Cholesterol` is highly correlated with `Calories` and 9 other fields	High correlation
`Cholesterol (% Daily Value)` is highly correlated with `Calories` and 9 other fields	High correlation
`Sodium` is highly correlated with `Calories` and 10 other fields	High correlation
`Sodium (% Daily Value)` is highly correlated with `Calories` and 10 other fields	High correlation
`Carbohydrates` is highly correlated with `Carbohydrates (% Daily Value)` and 1 other fields	High correlation
`Carbohydrates (% Daily Value)` is highly correlated with `Carbohydrates` and 1 other fields	High correlation
`Dietary Fiber` is highly correlated with `Sodium` and 4 other fields	High correlation
`Dietary Fiber (% Daily Value)` is highly correlated with `Sodium` and 4 other fields	High correlation
`Sugars` is highly correlated with `Carbohydrates` and 1 other fields	High correlation
`Protein` is highly correlated with `Calories` and 10 other fields	High correlation
`Vitamin A (% Daily Value)` is highly correlated with `Calcium (% Daily Value)`	High correlation
`Calcium (% Daily Value)` is highly correlated with `Vitamin A (% Daily Value)`	High correlation
`Iron (% Daily Value)` is highly correlated with `Calories` and 8 other fields	High correlation
`Total Fat (% Daily Value)` is highly correlated with `Calories from Fat` and 17 other fields	High correlation
`Calories from Fat` is highly correlated with `Total Fat (% Daily Value)` and 17 other fields	High correlation
`Vitamin A (% Daily Value)` is highly correlated with `Category` and 10 other fields	High correlation
`Vitamin C (% Daily Value)` is highly correlated with `Sodium` and 1 other fields	High correlation
`Sodium` is highly correlated with `Total Fat (% Daily Value)` and 20 other fields	High correlation
`Category` is highly correlated with `Total Fat (% Daily Value)` and 17 other fields	High correlation
`Protein` is highly correlated with `Total Fat (% Daily Value)` and 20 other fields	High correlation
`Trans Fat` is highly correlated with `Total Fat (% Daily Value)` and 18 other fields	High correlation
`Sugars` is highly correlated with `Vitamin A (% Daily Value)` and 13 other fields	High correlation
`Cholesterol` is highly correlated with `Total Fat (% Daily Value)` and 19 other fields	High correlation
`Dietary Fiber` is highly correlated with `Total Fat (% Daily Value)` and 11 other fields	High correlation
`Saturated Fat (% Daily Value)` is highly correlated with `Total Fat (% Daily Value)` and 19 other fields	High correlation
`Carbohydrates (% Daily Value)` is highly correlated with `Sodium` and 13 other fields	High correlation
`Serving Size` is highly correlated with `Total Fat (% Daily Value)` and 20 other fields	High correlation
`Saturated Fat` is highly correlated with `Total Fat (% Daily Value)` and 18 other fields	High correlation
`Carbohydrates` is highly correlated with `Total Fat (% Daily Value)` and 16 other fields	High correlation
`Calories` is highly correlated with `Total Fat (% Daily Value)` and 19 other fields	High correlation
`Sodium (% Daily Value)` is highly correlated with `Total Fat (% Daily Value)` and 20 other fields	High correlation
`Iron (% Daily Value)` is highly correlated with `Total Fat (% Daily Value)` and 16 other fields	High correlation
`Total Fat` is highly correlated with `Total Fat (% Daily Value)` and 17 other fields	High correlation
`Dietary Fiber (% Daily Value)` is highly correlated with `Total Fat (% Daily Value)` and 16 other fields	High correlation
`Cholesterol (% Daily Value)` is highly correlated with `Total Fat (% Daily Value)` and 18 other fields	High correlation
`Calcium (% Daily Value)` is highly correlated with `Total Fat (% Daily Value)` and 20 other fields	High correlation
`Item` is uniformly distributed	Uniform
`Item` has unique values	Unique
`Calories` has 16 (6.2%) zeros	Zeros
`Calories from Fat` has 54 (20.8%) zeros	Zeros
`Total Fat` has 49 (18.8%) zeros	Zeros
`Total Fat (% Daily Value)` has 49 (18.8%) zeros	Zeros
`Saturated Fat` has 60 (23.1%) zeros	Zeros
`Saturated Fat (% Daily Value)` has 60 (23.1%) zeros	Zeros
`Cholesterol` has 44 (16.9%) zeros	Zeros
`Cholesterol (% Daily Value)` has 44 (16.9%) zeros	Zeros
`Sodium` has 9 (3.5%) zeros	Zeros
`Sodium (% Daily Value)` has 20 (7.7%) zeros	Zeros
`Carbohydrates` has 16 (6.2%) zeros	Zeros
`Carbohydrates (% Daily Value)` has 16 (6.2%) zeros	Zeros
`Dietary Fiber` has 69 (26.5%) zeros	Zeros
`Dietary Fiber (% Daily Value)` has 69 (26.5%) zeros	Zeros
`Sugars` has 25 (9.6%) zeros	Zeros
`Protein` has 27 (10.4%) zeros	Zeros
`Vitamin A (% Daily Value)` has 62 (23.8%) zeros	Zeros
`Vitamin C (% Daily Value)` has 208 (80.0%) zeros	Zeros
`Calcium (% Daily Value)` has 36 (13.8%) zeros	Zeros
`Iron (% Daily Value)` has 82 (31.5%) zeros	Zeros

Reproduction

Analysis started	2021-07-27 10:09:09.662345
Analysis finished	2021-07-27 10:10:07.779299
Duration	58.12 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

Category
Categorical

HIGH CORRELATION

Distinct	9
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Memory size	17.6 KiB

Coffee & Tea	95
Breakfast	42
Smoothies & Shakes	28
Beverages	27
Chicken & Fish	27
Other values (4)	41

Length

Max length	18
Median length	12
Mean length	11.85384615
Min length	6

Characters and Unicode

Total characters	3082
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Breakfast
2nd row	Breakfast
3rd row	Breakfast
4th row	Breakfast
5th row	Breakfast

Common Values

Value	Count	Frequency (%)
Coffee & Tea	95	36.5%
Breakfast	42	16.2%
Smoothies & Shakes	28	10.8%
Beverages	27	10.4%
Chicken & Fish	27	10.4%
Beef & Pork	15	5.8%
Snacks & Sides	13	5.0%
Desserts	7	2.7%
Salads	6	2.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
	178	28.9%
coffee	95	15.4%
tea	95	15.4%
breakfast	42	6.8%
smoothies	28	4.5%
shakes	28	4.5%
beverages	27	4.4%
chicken	27	4.4%
fish	27	4.4%
pork	15	2.4%
Other values (5)	54	8.8%

Most occurring characters

Value	Count	Frequency (%)
e	548	17.8%
	356	11.6%
a	259	8.4%
f	247	8.0%
s	205	6.7%
&	178	5.8%
o	166	5.4%
k	125	4.1%
C	122	4.0%
h	110	3.6%
Other values (16)	766	24.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2110	68.5%
Uppercase Letter	438	14.2%
Space Separator	356	11.6%
Other Punctuation	178	5.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	548	26.0%
a	259	12.3%
f	247	11.7%
s	205	9.7%
o	166	7.9%
k	125	5.9%
h	110	5.2%
i	95	4.5%
r	91	4.3%
t	77	3.6%
Other values (7)	187	8.9%

Uppercase Letter

Value	Count	Frequency (%)
C	122	27.9%
T	95	21.7%
S	88	20.1%
B	84	19.2%
F	27	6.2%
P	15	3.4%
D	7	1.6%

Space Separator

Value	Count	Frequency (%)
	356	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	178	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2548	82.7%
Common	534	17.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	548	21.5%
a	259	10.2%
f	247	9.7%
s	205	8.0%
o	166	6.5%
k	125	4.9%
C	122	4.8%
h	110	4.3%
i	95	3.7%
T	95	3.7%
Other values (14)	576	22.6%

Common

Value	Count	Frequency (%)
	356	66.7%
&	178	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3082	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	548	17.8%
	356	11.6%
a	259	8.4%
f	247	8.0%
s	205	6.7%
&	178	5.8%
o	166	5.4%
k	125	4.1%
C	122	4.0%
h	110	3.6%
Other values (16)	766	24.9%

Item
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	260
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	22.4 KiB

Egg McMuffin	1
Premium Southwest Salad with Crispy Chicken	1
Hotcakes	1
Hot Chocolate (Small)	1
Nonfat Caramel Latte (Small)	1
Other values (255)	255

Length

Max length	61
Median length	28
Mean length	28.98461538
Min length	5

Characters and Unicode

Total characters	7536
Distinct characters	62
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	260 ?
Unique (%)	100.0%

Sample

1st row	Egg McMuffin
2nd row	Egg White Delight
3rd row	Sausage McMuffin
4th row	Sausage McMuffin with Egg
5th row	Sausage McMuffin with Egg Whites

Common Values

Value	Count	Frequency (%)
Egg McMuffin	1	0.4%
Premium Southwest Salad with Crispy Chicken	1	0.4%
Hotcakes	1	0.4%
Hot Chocolate (Small)	1	0.4%
Nonfat Caramel Latte (Small)	1	0.4%
Bacon, Egg & Cheese Bagel with Egg Whites	1	0.4%
Strawberry Banana Smoothie (Large)	1	0.4%
Double Quarter Pounder with Cheese	1	0.4%
Frappé Mocha (Small)	1	0.4%
Hash Brown	1	0.4%
Other values (250)	250	96.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
large	55	4.9%
with	51	4.6%
medium	48	4.3%
small	46	4.1%
chicken	44	3.9%
biscuit	34	3.1%
iced	31	2.8%
latte	30	2.7%
egg	30	2.7%
nonfat	30	2.7%
Other values (141)	715	64.2%

Most occurring characters

Value	Count	Frequency (%)
	854	11.3%
e	700	9.3%
a	589	7.8%
i	433	5.7%
r	349	4.6%
t	336	4.5%
l	315	4.2%
c	295	3.9%
h	267	3.5%
u	248	3.3%
Other values (52)	3150	41.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5167	68.6%
Uppercase Letter	1079	14.3%
Space Separator	854	11.3%
Open Punctuation	188	2.5%
Close Punctuation	188	2.5%
Other Punctuation	39	0.5%
Decimal Number	12	0.2%
Dash Punctuation	6	0.1%
Final Punctuation	3	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	700	13.5%
a	589	11.4%
i	433	8.4%
r	349	6.8%
t	336	6.5%
l	315	6.1%
c	295	5.7%
h	267	5.2%
u	248	4.8%
n	239	4.6%
Other values (15)	1396	27.0%

Uppercase Letter

Value	Count	Frequency (%)
C	187	17.3%
S	162	15.0%
M	152	14.1%
B	98	9.1%
L	88	8.2%
F	61	5.7%
P	43	4.0%
N	35	3.2%
I	32	3.0%
E	30	2.8%
Other values (13)	191	17.7%

Decimal Number

Value	Count	Frequency (%)
0	5	41.7%
1	3	25.0%
4	2	16.7%
6	1	8.3%
2	1	8.3%

Other Punctuation

Value	Count	Frequency (%)
&	23	59.0%
,	11	28.2%
'	3	7.7%
%	2	5.1%

Space Separator

Value	Count	Frequency (%)
	854	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	188	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	188	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	6	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6246	82.9%
Common	1290	17.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	700	11.2%
a	589	9.4%
i	433	6.9%
r	349	5.6%
t	336	5.4%
l	315	5.0%
c	295	4.7%
h	267	4.3%
u	248	4.0%
n	239	3.8%
Other values (38)	2475	39.6%

Common

Value	Count	Frequency (%)
	854	66.2%
(	188	14.6%
)	188	14.6%
&	23	1.8%
,	11	0.9%
-	6	0.5%
0	5	0.4%
1	3	0.2%
'	3	0.2%
’	3	0.2%
Other values (4)	6	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7523	99.8%
Latin 1 Sup	10	0.1%
Punctuation	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	854	11.4%
e	700	9.3%
a	589	7.8%
i	433	5.8%
r	349	4.6%
t	336	4.5%
l	315	4.2%
c	295	3.9%
h	267	3.5%
u	248	3.3%
Other values (49)	3137	41.7%

Latin 1 Sup

Value	Count	Frequency (%)
é	9	90.0%
ñ	1	10.0%

Punctuation

Value	Count	Frequency (%)
’	3	100.0%

Serving Size
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	78
Distinct (%)	30.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.93384615

Minimum	1
Maximum	22.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	1
5-th percentile	3.495
Q1	6.775
median	12
Q3	16
95-th percentile	22
Maximum	22.8
Range	21.8
Interquartile range (IQR)	9.225

Descriptive statistics

Standard deviation	5.824943751
Coefficient of variation (CV)	0.4881028024
Kurtosis	-0.9392857679
Mean	11.93384615
Median Absolute Deviation (MAD)	4
Skewness	0.1336506783
Sum	3102.8
Variance	33.92996971
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12	50	19.2%
16	45	17.3%
22	20	7.7%
20	16	6.2%
21	7	2.7%
5.7	7	2.7%
7.1	5	1.9%
1	5	1.9%
5.9	3	1.2%
5	3	1.2%
Other values (68)	99	38.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5	1.9%
1.2	1	0.4%
1.3	1	0.4%
2	1	0.4%
2.3	1	0.4%
2.6	1	0.4%
2.7	1	0.4%
3.1	1	0.4%
3.4	1	0.4%
3.5	1	0.4%

Value	Count	Frequency (%)
22.8	1	0.4%
22	20	7.7%
21	7	2.7%
20	16	6.2%
16.9	1	0.4%
16.2	1	0.4%
16	45	17.3%
15.4	1	0.4%
15.3	1	0.4%
14.9	1	0.4%

Calories
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	81
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	346.6522467

Minimum	0
Maximum	850
Zeros	16
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	210
median	335
Q3	462.5
95-th percentile	690.5
Maximum	850
Range	850
Interquartile range (IQR)	252.5

Descriptive statistics

Standard deviation	197.3077452
Coefficient of variation (CV)	0.5691806329
Kurtosis	-0.2373202232
Mean	346.6522467
Median Absolute Deviation (MAD)	125
Skewness	0.3534392321
Sum	90129.58415
Variance	38930.34631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16	6.2%
340	10	3.8%
280	9	3.5%
430	8	3.1%
250	8	3.1%
330	7	2.7%
140	7	2.7%
260	7	2.7%
450	6	2.3%
270	6	2.3%
Other values (71)	176	67.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16	6.2%
15	1	0.4%
20	1	0.4%
45	1	0.4%
80	2	0.8%
100	5	1.9%
110	2	0.8%
120	2	0.8%
130	4	1.5%
140	7	2.7%

Value	Count	Frequency (%)
850	2	0.8%
836.9693703	1	0.4%
820	2	0.8%
810	1	0.4%
800	1	0.4%
760	1	0.4%
750	2	0.8%
740	1	0.4%
720	1	0.4%
700	1	0.4%

Calories from Fat
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	45
Distinct (%)	17.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	118.3706625

Minimum	0
Maximum	470
Zeros	54
Zeros (%)	20.8%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	20
median	100
Q3	200
95-th percentile	290.5
Maximum	470
Range	470
Interquartile range (IQR)	180

Descriptive statistics

Standard deviation	104.9523933
Coefficient of variation (CV)	0.8866419358
Kurtosis	-0.03922515086
Mean	118.3706625
Median Absolute Deviation (MAD)	90
Skewness	0.7294914644
Sum	30776.37225
Variance	11015.00487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	54	20.8%
80	16	6.2%
100	11	4.2%
150	11	4.2%
120	10	3.8%
200	10	3.8%
210	9	3.5%
180	8	3.1%
280	8	3.1%
40	7	2.7%
Other values (35)	116	44.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	54	20.8%
5	5	1.9%
10	5	1.9%
20	2	0.8%
30	6	2.3%
35	4	1.5%
40	7	2.7%
45	4	1.5%
50	4	1.5%
60	6	2.3%

Value	Count	Frequency (%)
470	1	0.4%
430	1	0.4%
425.1470542	1	0.4%
410	1	0.4%
380	1	0.4%
370	1	0.4%
360	1	0.4%
340	1	0.4%
330	2	0.8%
310	1	0.4%

Total Fat
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	48
Distinct (%)	18.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.20769231

Minimum	0
Maximum	52
Zeros	49
Zeros (%)	18.8%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.375
median	11
Q3	22
95-th percentile	33
Maximum	52
Range	52
Interquartile range (IQR)	19.625

Descriptive statistics

Standard deviation	11.69558948
Coefficient of variation (CV)	0.8855134723
Kurtosis	0.05068401015
Mean	13.20769231
Median Absolute Deviation (MAD)	10
Skewness	0.7514739729
Sum	3434
Variance	136.7868132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	49	18.8%
9	14	5.4%
23	12	4.6%
11	11	4.2%
16	10	3.8%
20	8	3.1%
3.5	8	3.1%
8	8	3.1%
0.5	8	3.1%
19	7	2.7%
Other values (38)	125	48.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49	18.8%
0.5	8	3.1%
1	6	2.3%
1.5	1	0.4%
2	1	0.4%
2.5	1	0.4%
3.5	8	3.1%
4	3	1.2%
4.5	6	2.3%
5	5	1.9%

Value	Count	Frequency (%)
52	1	0.4%
50	1	0.4%
48	1	0.4%
46	1	0.4%
43	1	0.4%
41	1	0.4%
40	1	0.4%
38	1	0.4%
37	2	0.8%
35	1	0.4%

Total Fat (% Daily Value)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	59
Distinct (%)	22.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.33461538

Minimum	0
Maximum	80
Zeros	49
Zeros (%)	18.8%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.75
median	17
Q3	33.25
95-th percentile	50.05
Maximum	80
Range	80
Interquartile range (IQR)	29.5

Descriptive statistics

Standard deviation	17.98883056
Coefficient of variation (CV)	0.8846408069
Kurtosis	0.02735148697
Mean	20.33461538
Median Absolute Deviation (MAD)	15
Skewness	0.7473830035
Sum	5287
Variance	323.5980249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	49	18.8%
13	11	4.2%
1	11	4.2%
35	10	3.8%
25	9	3.5%
17	9	3.5%
21	8	3.1%
14	7	2.7%
11	6	2.3%
8	6	2.3%
Other values (49)	134	51.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	49	18.8%
1	11	4.2%
2	4	1.5%
3	1	0.4%
4	1	0.4%
5	5	1.9%
6	6	2.3%
7	6	2.3%
8	6	2.3%
9	2	0.8%

Value	Count	Frequency (%)
80	1	0.4%
77	1	0.4%
73	1	0.4%
70	1	0.4%
66	1	0.4%
63	1	0.4%
62	1	0.4%
59	1	0.4%
57	2	0.8%
53	1	0.4%

Saturated Fat
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	26
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.007692308

Minimum	0
Maximum	20
Zeros	60
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	10
95-th percentile	16
Maximum	20
Range	20
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.321873206
Coefficient of variation (CV)	0.8858431713
Kurtosis	-0.4264662884
Mean	6.007692308
Median Absolute Deviation (MAD)	4.25
Skewness	0.6636847965
Sum	1562
Variance	28.32233442
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	60	23.1%
8	18	6.9%
10	16	6.2%
3	15	5.8%
6	15	5.8%
7	13	5.0%
12	12	4.6%
5	11	4.2%
4.5	11	4.2%
9	11	4.2%
Other values (16)	78	30.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	60	23.1%
0.5	3	1.2%
1	3	1.2%
1.5	5	1.9%
2	10	3.8%
2.5	6	2.3%
3	15	5.8%
3.5	9	3.5%
4	3	1.2%
4.5	11	4.2%

Value	Count	Frequency (%)
20	4	1.5%
19	2	0.8%
18	1	0.4%
17	4	1.5%
16	3	1.2%
15	8	3.1%
14	7	2.7%
13	7	2.7%
12	12	4.6%
11	3	1.2%

Saturated Fat (% Daily Value)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	80
Distinct (%)	30.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.9204184

Minimum	0
Maximum	102
Zeros	60
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.75
median	24
Q3	48
95-th percentile	76.31860378
Maximum	102
Range	102
Interquartile range (IQR)	43.25

Descriptive statistics

Standard deviation	26.59174463
Coefficient of variation (CV)	0.88874909
Kurtosis	-0.3610946426
Mean	29.9204184
Median Absolute Deviation (MAD)	21
Skewness	0.6863595939
Sum	7779.308784
Variance	707.1208822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	60	23.1%
15	10	3.8%
22	10	3.8%
11	7	2.7%
29	7	2.7%
24	6	2.3%
39	6	2.3%
30	5	1.9%
40	5	1.9%
18	5	1.9%
Other values (70)	139	53.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	60	23.1%
3	3	1.2%
4	2	0.8%
5	1	0.4%
6	1	0.4%
8	4	1.5%
9	3	1.2%
10	2	0.8%
11	7	2.7%
12	2	0.8%

Value	Count	Frequency (%)
102	1	0.4%
101	2	0.8%
100	1	0.4%
96	2	0.8%
90	1	0.4%
87	2	0.8%
85	2	0.8%
81	1	0.4%
78	1	0.4%
76.23010924	1	0.4%

Trans Fat
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	15.4 KiB

0.0	204
1.0	30
0.5	17
1.5	8
2.5	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	780
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	204	78.5%
1.0	30	11.5%
0.5	17	6.5%
1.5	8	3.1%
2.5	1	0.4%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	204	78.5%
1.0	30	11.5%
0.5	17	6.5%
1.5	8	3.1%
2.5	1	0.4%

Most occurring characters

Value	Count	Frequency (%)
0	455	58.3%
.	260	33.3%
1	38	4.9%
5	26	3.3%
2	1	0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	520	66.7%
Other Punctuation	260	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	455	87.5%
1	38	7.3%
5	26	5.0%
2	1	0.2%

Other Punctuation

Value	Count	Frequency (%)
.	260	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	780	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	455	58.3%
.	260	33.3%
1	38	4.9%
5	26	3.3%
2	1	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	780	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	455	58.3%
.	260	33.3%
1	38	4.9%
5	26	3.3%
2	1	0.1%

Cholesterol
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	24
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.34615385

Minimum	0
Maximum	135
Zeros	44
Zeros (%)	16.9%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	30
Q3	50
95-th percentile	90
Maximum	135
Range	135
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	29.87353306
Coefficient of variation (CV)	0.8697781182
Kurtosis	-0.006523064821
Mean	34.34615385
Median Absolute Deviation (MAD)	20
Skewness	0.8151427154
Sum	8930
Variance	892.4279774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	44	16.9%
30	32	12.3%
5	24	9.2%
35	21	8.1%
25	17	6.5%
40	14	5.4%
50	12	4.6%
15	12	4.6%
10	9	3.5%
20	8	3.1%
Other values (14)	67	25.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44	16.9%
5	24	9.2%
10	9	3.5%
15	12	4.6%
20	8	3.1%
25	17	6.5%
30	32	12.3%
35	21	8.1%
40	14	5.4%
45	7	2.7%

Value	Count	Frequency (%)
135	1	0.4%
115	2	0.8%
110	1	0.4%
105	3	1.2%
95	4	1.5%
90	8	3.1%
85	5	1.9%
80	7	2.7%
75	7	2.7%
70	4	1.5%

Cholesterol (% Daily Value)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	36
Distinct (%)	13.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.51923077

Minimum	0
Maximum	44
Zeros	44
Zeros (%)	16.9%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	10
Q3	17
95-th percentile	30
Maximum	44
Range	44
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.9226553
Coefficient of variation (CV)	0.8613991246
Kurtosis	-0.07419926711
Mean	11.51923077
Median Absolute Deviation (MAD)	7
Skewness	0.7840449713
Sum	2995
Variance	98.45908821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
0	44	16.9%
10	25	9.6%
2	18	6.9%
11	16	6.2%
14	13	5.0%
9	13	5.0%
12	11	4.2%
17	9	3.5%
3	9	3.5%
6	8	3.1%
Other values (26)	94	36.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	44	16.9%
1	6	2.3%
2	18	6.9%
3	9	3.5%
5	6	2.3%
6	8	3.1%
7	6	2.3%
8	5	1.9%
9	13	5.0%
10	25	9.6%

Value	Count	Frequency (%)
44	1	0.4%
38	2	0.8%
37	1	0.4%
35	2	0.8%
34	1	0.4%
32	3	1.2%
31	2	0.8%
30	5	1.9%
29	5	1.9%
28	2	0.8%

Sodium
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	112
Distinct (%)	43.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	444.2675234

Minimum	0
Maximum	1800
Zeros	9
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	107.5
median	190
Q3	812.5
95-th percentile	1422.5
Maximum	1800
Range	1800
Interquartile range (IQR)	705

Descriptive statistics

Standard deviation	489.8050446
Coefficient of variation (CV)	1.102500225
Kurtosis	-0.2927626826
Mean	444.2675234
Median Absolute Deviation (MAD)	140
Skewness	1.074830687
Sum	115509.5561
Variance	239908.9817
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
190	13	5.0%
180	11	4.2%
0	9	3.5%
150	8	3.1%
140	8	3.1%
10	7	2.7%
115	6	2.3%
135	6	2.3%
160	6	2.3%
170	6	2.3%
Other values (102)	180	69.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9	3.5%
5	5	1.9%
10	7	2.7%
15	3	1.2%
15.44217341	1	0.4%
20	1	0.4%
25	1	0.4%
30	2	0.8%
35	4	1.5%
40	3	1.2%

Value	Count	Frequency (%)
1800	1	0.4%
1700	1	0.4%
1680	1	0.4%
1590	1	0.4%
1560	2	0.8%
1516.493524	1	0.4%
1510	1	0.4%
1480	3	1.2%
1470	2	0.8%
1420	1	0.4%

Sodium (% Daily Value)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	60
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.83076923

Minimum	0
Maximum	75
Zeros	20
Zeros (%)	7.7%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.75
median	8
Q3	34
95-th percentile	61
Maximum	75
Range	75
Interquartile range (IQR)	29.25

Descriptive statistics

Standard deviation	20.80990945
Coefficient of variation (CV)	1.105101401
Kurtosis	-0.3096956942
Mean	18.83076923
Median Absolute Deviation (MAD)	6
Skewness	1.071129835
Sum	4896
Variance	433.0523315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	23	8.8%
8	21	8.1%
0	20	7.7%
7	17	6.5%
5	16	6.2%
2	15	5.8%
3	13	5.0%
1	12	4.6%
9	9	3.5%
10	7	2.7%
Other values (50)	107	41.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20	7.7%
1	12	4.6%
2	15	5.8%
3	13	5.0%
4	5	1.9%
5	16	6.2%
6	23	8.8%
7	17	6.5%
8	21	8.1%
9	9	3.5%

Value	Count	Frequency (%)
75	1	0.4%
72	1	0.4%
71	1	0.4%
70	1	0.4%
66	1	0.4%
65	2	0.8%
64	1	0.4%
63	1	0.4%
62	3	1.2%
61	2	0.8%

Carbohydrates
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	72
Distinct (%)	27.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.32307692

Minimum	0
Maximum	98
Zeros	16
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	30
median	43
Q3	55
95-th percentile	76
Maximum	98
Range	98
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	20.48512612
Coefficient of variation (CV)	0.4840178835
Kurtosis	0.1623505576
Mean	42.32307692
Median Absolute Deviation (MAD)	13
Skewness	-0.03675645808
Sum	11004
Variance	419.640392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43	23	8.8%
0	16	6.2%
50	9	3.5%
30	8	3.1%
41	7	2.7%
42	7	2.7%
40	6	2.3%
34	6	2.3%
38	6	2.3%
47	6	2.3%
Other values (62)	166	63.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16	6.2%
4	2	0.8%
7	1	0.4%
8	1	0.4%
9	1	0.4%
10	1	0.4%
12	3	1.2%
15	4	1.5%
18	3	1.2%
19	1	0.4%

Value	Count	Frequency (%)
98	1	0.4%
96	2	0.8%
91	2	0.8%
90	1	0.4%
86	1	0.4%
80	2	0.8%
79	2	0.8%
78	1	0.4%
76	2	0.8%
74	3	1.2%

Carbohydrates (% Daily Value)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	33
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.16923077

Minimum	0
Maximum	35
Zeros	16
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	14
Q3	18
95-th percentile	25.05
Maximum	35
Range	35
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.965040625
Coefficient of variation (CV)	0.4915609562
Kurtosis	0.2570147287
Mean	14.16923077
Median Absolute Deviation (MAD)	4
Skewness	0.03896630381
Sum	3684
Variance	48.51179091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
14	36	13.8%
0	16	6.2%
13	16	6.2%
10	15	5.8%
16	15	5.8%
17	14	5.4%
15	13	5.0%
20	12	4.6%
18	11	4.2%
19	11	4.2%
Other values (23)	101	38.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	16	6.2%
1	2	0.8%
2	1	0.4%
3	3	1.2%
4	3	1.2%
5	4	1.5%
6	4	1.5%
7	8	3.1%
8	7	2.7%
9	8	3.1%

Value	Count	Frequency (%)
35	1	0.4%
33	1	0.4%
32	2	0.8%
30	3	1.2%
29	1	0.4%
27	2	0.8%
26	3	1.2%
25	5	1.9%
24	5	1.9%
23	2	0.8%

Dietary Fiber
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	8
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.630769231

Minimum	0
Maximum	7
Zeros	69
Zeros (%)	26.5%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	5
Maximum	7
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.567717085
Coefficient of variation (CV)	0.9613359482
Kurtosis	1.323632515
Mean	1.630769231
Median Absolute Deviation (MAD)	1
Skewness	1.173624825
Sum	424
Variance	2.457736858
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	80	30.8%
0	69	26.5%
2	44	16.9%
3	38	14.6%
4	15	5.8%
5	6	2.3%
6	4	1.5%
7	4	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	69	26.5%
1	80	30.8%
2	44	16.9%
3	38	14.6%
4	15	5.8%
5	6	2.3%
6	4	1.5%
7	4	1.5%

Value	Count	Frequency (%)
7	4	1.5%
6	4	1.5%
5	6	2.3%
4	15	5.8%
3	38	14.6%
2	44	16.9%
1	80	30.8%
0	69	26.5%

Dietary Fiber (% Daily Value)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	23
Distinct (%)	8.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.176923077

Minimum	0
Maximum	24
Zeros	69
Zeros (%)	26.5%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	10
95-th percentile	17
Maximum	24
Range	24
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	5.707091551
Coefficient of variation (CV)	0.923937611
Kurtosis	0.3338223718
Mean	6.176923077
Median Absolute Deviation (MAD)	5
Skewness	0.9167154036
Sum	1606
Variance	32.57089397
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	69	26.5%
5	25	9.6%
6	23	8.8%
4	22	8.5%
3	19	7.3%
7	14	5.4%
13	12	4.6%
12	10	3.8%
8	10	3.8%
10	9	3.5%
Other values (13)	47	18.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	69	26.5%
2	5	1.9%
3	19	7.3%
4	22	8.5%
5	25	9.6%
6	23	8.8%
7	14	5.4%
8	10	3.8%
9	5	1.9%
10	9	3.5%

Value	Count	Frequency (%)
24	1	0.4%
23	3	1.2%
22	2	0.8%
20	1	0.4%
19	3	1.2%
18	1	0.4%
17	7	2.7%
16	1	0.4%
15	4	1.5%
14	6	2.3%

Sugars
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	79
Distinct (%)	30.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.81538462

Minimum	0
Maximum	103
Zeros	25
Zeros (%)	9.6%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.75
median	17
Q3	46
95-th percentile	77.1
Maximum	103
Range	103
Interquartile range (IQR)	40.25

Descriptive statistics

Standard deviation	26.28762341
Coefficient of variation (CV)	0.9450749567
Kurtosis	-0.2251599355
Mean	27.81538462
Median Absolute Deviation (MAD)	15
Skewness	0.8494679139
Sum	7232
Variance	691.0391446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25	9.6%
3	17	6.5%
2	11	4.2%
7	10	3.8%
6	8	3.1%
17	7	2.7%
15	7	2.7%
12	7	2.7%
59	6	2.3%
10	6	2.3%
Other values (69)	156	60.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	25	9.6%
1	2	0.8%
2	11	4.2%
3	17	6.5%
4	6	2.3%
5	4	1.5%
6	8	3.1%
7	10	3.8%
8	4	1.5%
9	4	1.5%

Value	Count	Frequency (%)
103	1	0.4%
101	1	0.4%
100	1	0.4%
99	1	0.4%
97	1	0.4%
93	1	0.4%
89	1	0.4%
88	2	0.8%
85	1	0.4%
81	2	0.8%

Protein
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	39
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.78846154

Minimum	0
Maximum	40
Zeros	27
Zeros (%)	10.4%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	12
Q3	18
95-th percentile	33.1
Maximum	40
Range	40
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.05263472
Coefficient of variation (CV)	0.7860706848
Kurtosis	-0.1113348359
Mean	12.78846154
Median Absolute Deviation (MAD)	7
Skewness	0.6848186342
Sum	3325
Variance	101.0554648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	27	10.4%
1	18	6.9%
12	17	6.5%
9	14	5.4%
2	13	5.0%
14	12	4.6%
15	12	4.6%
11	12	4.6%
10	11	4.2%
16	10	3.8%
Other values (29)	114	43.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	27	10.4%
1	18	6.9%
2	13	5.0%
3	5	1.9%
4	7	2.7%
5	3	1.2%
6	4	1.5%
7	3	1.2%
8	9	3.5%
9	14	5.4%

Value	Count	Frequency (%)
40	2	0.8%
39	1	0.4%
37	2	0.8%
36	6	2.3%
35	2	0.8%
33	1	0.4%
32	2	0.8%
31	1	0.4%
30	4	1.5%
29	2	0.8%

Vitamin A (% Daily Value)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	12
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.201049498

Minimum	0
Maximum	30
Zeros	62
Zeros (%)	23.8%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	8
Q3	15
95-th percentile	20
Maximum	30
Range	30
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	7.310115402
Coefficient of variation (CV)	0.8913634046
Kurtosis	0.2011209244
Mean	8.201049498
Median Absolute Deviation (MAD)	6.5
Skewness	0.8038633855
Sum	2132.27287
Variance	53.43778719
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	62	23.8%
15	40	15.4%
10	40	15.4%
8	30	11.5%
4	25	9.6%
2	18	6.9%
20	17	6.5%
6	15	5.8%
25	6	2.3%
30	5	1.9%
Other values (2)	2	0.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	62	23.8%
2	18	6.9%
4	25	9.6%
6	15	5.8%
8	30	11.5%
10	40	15.4%
12.88109984	1	0.4%
13.39176971	1	0.4%
15	40	15.4%
20	17	6.5%

Value	Count	Frequency (%)
30	5	1.9%
25	6	2.3%
20	17	6.5%
15	40	15.4%
13.39176971	1	0.4%
12.88109984	1	0.4%
10	40	15.4%
8	30	11.5%
6	15	5.8%
4	25	9.6%

Vitamin C (% Daily Value)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	6
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8230769231

Minimum	0
Maximum	10
Zeros	208
Zeros (%)	80.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.112530677
Coefficient of variation (CV)	2.566626057
Kurtosis	9.03260103
Mean	0.8230769231
Median Absolute Deviation (MAD)	0
Skewness	3.077550575
Sum	214
Variance	4.462785863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	208	80.0%
2	31	11.9%
8	9	3.5%
4	6	2.3%
10	5	1.9%
6	1	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	208	80.0%
2	31	11.9%
4	6	2.3%
6	1	0.4%
8	9	3.5%
10	5	1.9%

Value	Count	Frequency (%)
10	5	1.9%
8	9	3.5%
6	1	0.4%
4	6	2.3%
2	31	11.9%
0	208	80.0%

Calcium (% Daily Value)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	15
Distinct (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.58846154

Minimum	0
Maximum	60
Zeros	36
Zeros (%)	13.8%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	20
Q3	30
95-th percentile	50
Maximum	60
Range	60
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	16.46136994
Coefficient of variation (CV)	0.7995434681
Kurtosis	-0.6862706229
Mean	20.58846154
Median Absolute Deviation (MAD)	12
Skewness	0.5211158977
Sum	5353
Variance	270.9767003
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	36	13.8%
30	33	12.7%
15	25	9.6%
20	22	8.5%
25	22	8.5%
50	20	7.7%
10	18	6.9%
40	17	6.5%
8	17	6.5%
4	14	5.4%
Other values (5)	36	13.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	36	13.8%
2	10	3.8%
4	14	5.4%
6	6	2.3%
8	17	6.5%
10	18	6.9%
15	25	9.6%
20	22	8.5%
25	22	8.5%
30	33	12.7%

Value	Count	Frequency (%)
60	6	2.3%
50	20	7.7%
45	4	1.5%
40	17	6.5%
35	10	3.8%
30	33	12.7%
25	22	8.5%
20	22	8.5%
15	25	9.6%
10	18	6.9%

Iron (% Daily Value)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	19
Distinct (%)	7.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.493030939

Minimum	0
Maximum	35
Zeros	82
Zeros (%)	31.5%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	15
95-th percentile	25
Maximum	35
Range	35
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.251859566
Coefficient of variation (CV)	1.101271252
Kurtosis	0.1801203941
Mean	7.493030939
Median Absolute Deviation (MAD)	4
Skewness	1.026626385
Sum	1948.188044
Variance	68.0931863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	82	31.5%
2	33	12.7%
15	28	10.8%
20	25	9.6%
4	21	8.1%
10	19	7.3%
6	16	6.2%
8	14	5.4%
25	7	2.7%
30	6	2.3%
Other values (9)	9	3.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	82	31.5%
2	33	12.7%
4	21	8.1%
6	16	6.2%
7.299937209	1	0.4%
7.523368581	1	0.4%
8	14	5.4%
8.51126569	1	0.4%
10	19	7.3%
10.92414546	1	0.4%

Value	Count	Frequency (%)
35	1	0.4%
30	6	2.3%
25	7	2.7%
20	25	9.6%
15.79499631	1	0.4%
15.35395335	1	0.4%
15	28	10.8%
12.53238195	1	0.4%
12.24799569	1	0.4%
10.92414546	1	0.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Category	Item	Serving Size	Calories	Calories from Fat	Total Fat	Total Fat (% Daily Value)	Saturated Fat	Saturated Fat (% Daily Value)	Trans Fat	Cholesterol	Cholesterol (% Daily Value)	Sodium	Sodium (% Daily Value)	Carbohydrates	Carbohydrates (% Daily Value)	Dietary Fiber	Dietary Fiber (% Daily Value)	Sugars	Protein	Vitamin A (% Daily Value)	Vitamin C (% Daily Value)	Calcium (% Daily Value)	Iron (% Daily Value)
0	Breakfast	Egg McMuffin	4.8	300.000000	120.0	13.0	20.0	5.0	25.0	0.0	30.0	10.0	750.0	31.0	31.0	10.0	4	17.0	3.0	17.0	10.0	0.0	25.0	15.0
1	Breakfast	Egg White Delight	4.8	250.000000	70.0	8.0	12.0	3.0	15.0	0.0	25.0	8.0	770.0	32.0	30.0	10.0	4	17.0	3.0	18.0	6.0	0.0	25.0	8.0
2	Breakfast	Sausage McMuffin	3.9	370.000000	200.0	23.0	35.0	8.0	42.0	0.0	45.0	15.0	780.0	33.0	29.0	10.0	4	17.0	2.0	14.0	8.0	0.0	25.0	10.0
3	Breakfast	Sausage McMuffin with Egg	5.7	450.000000	250.0	28.0	43.0	10.0	52.0	0.0	30.0	10.0	860.0	36.0	30.0	10.0	4	17.0	2.0	21.0	15.0	0.0	30.0	15.0
4	Breakfast	Sausage McMuffin with Egg Whites	5.7	400.000000	210.0	23.0	35.0	8.0	42.0	0.0	50.0	16.0	880.0	37.0	30.0	10.0	4	17.0	2.0	21.0	6.0	0.0	25.0	10.0
5	Breakfast	Steak & Egg McMuffin	6.5	430.000000	210.0	23.0	36.0	9.0	46.0	1.0	30.0	10.0	960.0	40.0	31.0	10.0	4	18.0	3.0	26.0	15.0	2.0	30.0	20.0
6	Breakfast	Bacon, Egg & Cheese Biscuit (Regular Biscuit)	5.3	460.000000	230.0	26.0	40.0	13.0	65.0	0.0	30.0	10.0	1300.0	54.0	38.0	13.0	2	7.0	3.0	19.0	10.0	8.0	15.0	15.0
7	Breakfast	Bacon, Egg & Cheese Biscuit (Large Biscuit)	5.8	520.000000	270.0	30.0	47.0	14.0	68.0	0.0	30.0	10.0	1410.0	59.0	43.0	14.0	3	12.0	4.0	19.0	15.0	8.0	20.0	20.0
8	Breakfast	Bacon, Egg & Cheese Biscuit with Egg Whites (Regular Biscuit)	5.4	370.283909	180.0	20.0	32.0	11.0	56.0	0.0	35.0	11.0	1300.0	54.0	36.0	12.0	2	7.0	3.0	20.0	2.0	8.0	15.0	10.0
9	Breakfast	Bacon, Egg & Cheese Biscuit with Egg Whites (Large Biscuit)	5.9	470.000000	220.0	25.0	38.0	12.0	59.0	0.0	35.0	11.0	1420.0	59.0	42.0	14.0	3	12.0	4.0	20.0	6.0	8.0	15.0	15.0

Last rows

	Category	Item	Serving Size	Calories	Calories from Fat	Total Fat	Total Fat (% Daily Value)	Saturated Fat	Saturated Fat (% Daily Value)	Trans Fat	Cholesterol	Cholesterol (% Daily Value)	Sodium	Sodium (% Daily Value)	Carbohydrates	Carbohydrates (% Daily Value)	Dietary Fiber	Dietary Fiber (% Daily Value)	Sugars	Protein	Vitamin A (% Daily Value)	Calcium (% Daily Value)	Iron (% Daily Value)
250	Smoothies & Shakes	Shamrock Shake (Medium)	16.0	660.0	170.0	19.0	29.0	12.0	61.0	1.0	75.0	24.0	210.0	9.0	43.0	14.0	0	0.0	93.0	14.0	25.0	50.0	0.0
251	Smoothies & Shakes	Shamrock Shake (Large)	22.0	820.0	210.0	23.0	35.0	15.0	73.0	1.0	90.0	29.0	260.0	11.0	43.0	14.0	0	0.0	17.0	18.0	30.0	60.0	0.0
252	Smoothies & Shakes	McFlurry with M&M’s Candies (Small)	10.9	650.0	210.0	23.0	35.0	14.0	72.0	0.5	50.0	17.0	180.0	7.0	96.0	32.0	1	6.0	89.0	13.0	15.0	45.0	8.0
253	Smoothies & Shakes	McFlurry with M&M’s Candies (Medium)	16.2	335.0	290.0	33.0	50.0	20.0	102.0	1.0	75.0	25.0	260.0	11.0	43.0	14.0	2	7.0	17.0	20.0	25.0	20.0	10.0
254	Smoothies & Shakes	McFlurry with M&M’s Candies (Snack)	7.3	430.0	140.0	15.0	24.0	10.0	48.0	0.0	35.0	11.0	120.0	5.0	64.0	21.0	1	4.0	59.0	9.0	10.0	30.0	4.0
255	Smoothies & Shakes	McFlurry with Oreo Cookies (Small)	10.1	510.0	150.0	17.0	26.0	9.0	44.0	0.5	45.0	14.0	280.0	12.0	80.0	27.0	1	4.0	64.0	12.0	15.0	40.0	8.0
256	Smoothies & Shakes	McFlurry with Oreo Cookies (Medium)	13.4	690.0	200.0	23.0	35.0	12.0	58.0	1.0	55.0	19.0	380.0	16.0	43.0	35.0	1	5.0	85.0	15.0	20.0	50.0	10.0
257	Smoothies & Shakes	McFlurry with Oreo Cookies (Snack)	6.7	340.0	100.0	11.0	17.0	6.0	29.0	0.0	30.0	9.0	190.0	8.0	53.0	18.0	1	2.0	43.0	8.0	10.0	25.0	6.0
258	Smoothies & Shakes	McFlurry with Reese's Peanut Butter Cups (Medium)	14.2	810.0	290.0	32.0	50.0	15.0	76.0	1.0	60.0	20.0	400.0	17.0	43.0	14.0	2	9.0	103.0	21.0	20.0	60.0	6.0
259	Smoothies & Shakes	McFlurry with Reese's Peanut Butter Cups (Snack)	7.1	410.0	150.0	16.0	25.0	8.0	38.0	0.0	30.0	10.0	200.0	8.0	57.0	19.0	1	5.0	51.0	10.0	10.0	30.0	4.0

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Final Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Latin 1 Sup

Punctuation

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows